Research Article

Innovation Facilitated by Universities: Balancing Enterprise and Regional Demands

Table 6

Robustness test for the model of regional data.

ModelModel 6-9 Poisson panel (RE)Model 6-10 Poisson panel (RE)Model 6-11 Poisson panel (RE)

Explanatory variablesCoefficients of the range of quality among universities8.867
(4.904)
8.995
(4.903)
10.182
(4.926)
Square of coefficients of the range of quality among universities−8.192
(4.503)
−8.449
(4.525)
−9.309
(4.514)

Control variablesPer-capita internal expenditure for science-and-technology activities1.836
(9.306)
1.711
(9.612)
1.508
(9.706)
Number of full-time personnel on R&D positions0.075
(0.008)
0.074
(0.008)
0.073
(0.007)
Average score of the scores of the quality of university operations0.353
(0.407)
0.404
(0.409)
0.341
(0.393)
Per-capita GDP9.738
(4.911)
7.471
(3.987)
Indexes of marketization degree1.401
(1.616)
1.321
(1.601)
D11−0.362
(0.676)
D12−0.901
(0.542)
Constant terms−1.161−1.581−1.728
(1.462)(1.632)(1.630)

ModelN186186186
Wald chi2140.340140.805157.821
Log likelihood−409.510−409.650−435.593
p0.0010.0010.001

Note. The values outside and inside the parentheses represent estimated coefficients and standard errors, respectively, while , and represent significance levels of 1%, 5% and 10%, respectively.